Metabolomics,Unknown,Transcriptomics,Genomics,Proteomics

Dataset Information

Identification of a CD271-associated signaling network in human malignant melanoma cells

ABSTRACT: Background: Large-scale genomic analyses of patient cohorts have revealed extensive heterogeneity between individual tumors, contributing to treatment failure and drug resistance. In malignant melanoma, heterogeneity is thought to arise as a consequence of the differentiation of melanoma-initiating cells that are defined by cell-surface markers like CD271 or CD133. Results: Here we identified the nerve growth factor receptor (CD271) as a crucial determinant of melanoma cell tumorigenicity, stem-like properties, heterogeneity and plasticity. Stable shRNA mediated knock-down of CD271 in patient-derived melanoma cells abrogated their tumor-initiating and colony-forming capacity. A genome-wide expression profiling and gene-set enrichment analysis revealed novel connections of CD271 with melanoma-associated genes like CD133 and points to a neural crest stem cell (NCSC) signature lost upon CD271 knock-down. In a meta-analysis, we found CD271 linked to the neural crest specifier SOX10 and observed a shared set of 271 differentially regulated genes. To dissect the connection of CD271 and CD133 we analyzed 10 patient-derived melanoma-cell lines for cell-surface expression of both markers compared to established cell lines MeWo and A375. We found CD271+ cells in the majority of cell lines analyzed as well as in a set of 16 different patient-derived melanoma metastases. Strikingly, only 2/12 cell lines harbored a CD133+ sub-set that in addition comprised a fraction of cells of a CD271+/CD133+ phenotype. Those cells were found in the label-retaining fraction and in vitro deduced from CD271+ but not CD271 knock-down cells. Conclusions: Our present study provides a deeper insight into the regulation of melanoma cell properties and points CD271 out as a regulator of several melanoma-associated genes. Further, our data strongly suggest CD271 is a crucial determinant of stem-like properties of melanoma cells like colony-formation and tumorigenicity. For knock-down of CD271 (NGFR), melanoma cells were transfected with 2 M-BM-5g of each shRNA plasmid; #2: 5M-bM-^@M-^Y-ACAACCTCATCCCTGTCTATT-3M-bM-^@M-^Y; #3: 5M-bM-^@M-^Y-CCCGAGCACATAGA CTCCTTT-3M-bM-^@M-^Y and #4: 5M-bM-^@M-^Y-CCGAGCACATAGACTCCTTTA-3M-bM-^@M-^Y or control shRNA (shCtl 5M-bM-^@M-^Y-GGAATCTCATTCGATGCATAC-3M-bM-^@M-^Y; all from Quiagen) using Lipofectamine2000 (Invitrogen). Cells were selected with puromycin (10M-BM-5g/ ml) over a period of two weeks. Whole genome expression profiling of CD271k.d. cells (shRNA#4) and shCtl. cells was performed with three biological replicates. Illumina raw data of BeadChip HumanHT-12V4 platform were summarized via the BeadStudio without normalization and background correction. Follow-up processing was done via the R/Bioconductor environment employing packages lumi, limma and q-value. Data were normalized with quantile normalization. Genes were termed significantly differentially expressed when the average detection p-value of at least one case was < 0.05 the ratio was outside the interval [0.75,1.33], one of the p-values from limma test, Student's t-test, Welch test and Wilcoxon test was < 0.05. At least one of the q-values corresponding to one of these tests < 0.05.

ORGANISM(S): Homo sapiens

SUBMITTER: Torben Redmer

PROVIDER: E-GEOD-52456 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

ACCESS DATA

Similar Datasets

Project description:Eukaryotic cells express several classes of small RNAs that regulate gene expression and ensure genome maintenance. Endogenous siRNAs (endo-siRNAs) and Piwi-interacting RNAs (piRNAs) mainly control gene and transposon expression in the germline, while microRNAs (miRNAs) generally function in post-transcriptional gene silencing in both somatic and germline cells. To provide an evolutionary and developmental perspective on small RNA pathways in nematodes, we identified and characterized known and novel small RNA classes through gametogenesis and embryo development in the parasitic nematode Ascaris suum and compared them with known small RNAs of Caenorhabditis elegans. piRNAs, Piwi-clade Argonautes, and other proteins associated with the piRNA pathway have been lost in Ascaris. miRNAs are synthesized immediately following fertilization in utero, prior to pronuclear fusion, and before the first cleavage of the zygote. This is the earliest expression of small RNAs ever described at a developmental stage long thought to be transcriptionally quiescent. A comparison of the two classes of Ascaris endo-siRNAs, 22G-RNAs and 26G-RNAs, to those in C. elegans, suggests great diversification and plasticity in the use of small RNA pathways during spermatogenesis in different nematodes. Our data reveal conserved characteristics of nematode small RNAs as well as features unique to Ascaris that illustrate significant flexibility in the use of small RNAs pathways, some of which are likely an adaptation to AscarisM-bM-^@M-^Y life cycle and parasitism. We constructed and analyzed 51 libraries from discrete regions of gametogenesis and synchronized stages of embryo development in the parasitic nematode Ascaris, using three types of small RNA libraries preparation methods: 1) 28 libraries of 18-34 or 18-40 nt RNAs with a 5M-bM-^@M-^Y monophosphate (5M-bM-^@M-^Y monophosphate libraries), 2) 4 libraries of 18-34 nt RNAs with a 5M-bM-^@M-^Y monophosphate but treated with periodate to enrich for small RNAs with 3M-bM-^@M-^Y end modifications (5M-bM-^@M-^Y monophosphate, 3M-bM-^@M-^Y end modified), and 3) 19 libraries of 18-28 or 18-40 nt RNAs with a 5M-bM-^@M-^Y triphosphate, diphosphate, or monophosphate (5M-bM-^@M-^Y allphosphate). These libraries enabled us to identify different small RNAs, characterize their different 5M-bM-^@M-^Y and 3M-bM-^@M-^Y ends, and their expression profiles through gametogenesis and embryogenesis.

Dataset Information

Identification of a CD271-associated signaling network in human malignant melanoma cells

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure